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Occupational exposure to pesticides: development of a job-exposure matrix for use in population-based studies (PESTIPOP)

Abstract

Occupational exposure to pesticides concerns a wide population of workers not only in agriculture. The reliability of self-reported information on pesticide use is questionable because of the diversity of use. The PESTIPOP job-exposure matrix has been designed to assess pesticide occupational exposure in the general population. The matrix is composed of two axes: the first axis corresponding to jobs (combinations of occupations and industries) and the second one to pesticide exposure. The estimated exposure metric is the probability of exposure coupled with a reliability assessment (low, medium or high). These metrics were defined by combining different sources: (1) an a priori expert assessment (Agricultural industry experts); (2) data from a multicenter case–control study on brain tumors in the general population (occupational history, specific questionnaires); and (3) an a posteriori expert assessment based on the data of a case–control study. So far, 2559 jobs have been identified and 209 (8%) were found to be exposed to pesticides. Jobs with agricultural exposure had a higher exposure probability than jobs with non-agricultural exposure (wood preservation, park maintenance, pest control). Indirect exposure was more frequent than direct exposure. The PESTIPOP matrix will be transcoded into international classifications for use in epidemiological studies.

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References

  1. Merhi M, Raynal H, Cahuzac E, Vinson F, Cravedi JP, Gamet-Payrastre L . Occupational exposure to pesticides and risk of hematopoietic cancers: meta-analysis of case-control studies. Cancer Causes Control 2007; 18: 1209–1226.

    Article  CAS  Google Scholar 

  2. Van Maele-Fabry G, Willems JL . Occupation related pesticide exposure and cancer of the prostate: a meta-analysis. Occup Environ Med 2003; 60: 634–642.

    Article  CAS  Google Scholar 

  3. Khuder SA, Mutgi AB, Schaub EA . Meta-analyses of brain cancer and farming. Am J Ind Med 1998; 34: 252–260.

    Article  CAS  Google Scholar 

  4. van der Mark M, Brouwer M, Kromhout H, Nijssen P, Huss A, Vermeulen R . Is pesticide use related to Parkinson disease? Some clues to heterogeneity in study results. Environ Health Perspect 2012; 120: 340–347.

    Article  CAS  Google Scholar 

  5. Santibáñez M, Bolumar F, García AM . Occupational risk factors in Alzheimer’s disease: a review assessing the quality of published epidemiological studies. Occup Environ Med 2007; 64: 723–732.

    Article  Google Scholar 

  6. Kamel F, Umbach DM, Bedlack RS, Richards M, Watson M, Alavanja MCR et al. Pesticide exposure and amyotrophic lateral sclerosis. Neurotoxicology 2012; 33: 457–462.

    Article  CAS  Google Scholar 

  7. Ismail AA, Bodner TE, Rohlman DS . Neurobehavioral performance among agricultural workers and pesticide applicators: a meta-analytic study. Occup Environ Med 2012; 69: 457–464.

    Article  CAS  Google Scholar 

  8. Beseler C, Stallones L, Hoppin JA, Alavanja MC, Blair A, Keefe T et al. Depression and pesticide exposures in female spouses of licensed pesticide applicators in the agricultural health study cohort. J Occup Env Med 2006; 48: 1005–1013.

    Article  Google Scholar 

  9. Beard JD, Umbach DM, Hoppin JA, Richards M, Alavanja MCR, Blair A et al. Suicide and pesticide use among pesticide applicators and their spouses in the agricultural health study. Environ Health Perspect 2011; 119: 1610–1615.

    Article  Google Scholar 

  10. Hanke W, Jurewicz J . The risk of adverse reproductive and developmental disorders due to occupational pesticide exposure: an overview of current epidemiological evidence. Int J Occup Med Environ Health 2004; 17: 223–243.

    PubMed  Google Scholar 

  11. Rocheleau CM, Romitti PA, Dennis LK . Pesticides and hypospadias: a meta-analysis. J Pediatr Urol 2009; 5: 17–24.

    Article  Google Scholar 

  12. Blanc-Lapierre A, Bouvier G, Gruber A, Leffondré K, Lebailly P, Fabrigoule C et al. Cognitive disorders and occupational exposure to organophosphates: results from the PHYTONER study. Am J Epidemiol 2013; 177: 1086–1096.

    Article  Google Scholar 

  13. Baldi I, Lebailly P, Mohammed-Brahim B, Letenneur L, Dartigues J-F, Brochard P . Neurodegenerative diseases and exposure to pesticides in the elderly. Am J Epidemiol 2003; 157: 409–414.

    Article  Google Scholar 

  14. Ji BT, Silverman DT, Stewart PA, Blair A, Swanson GM, Baris D et al. Occupational exposure to pesticides and pancreatic cancer. Am J Ind Med 2001; 39: 92–99.

    Article  CAS  Google Scholar 

  15. Allen RH, Mage DT, Gondy G, Kodali A, Christensen C, Coble J et al. Investigation of job-related pesticide exposure in the third national health and nutrition examination survey. Arch Environ Occup Health 2006; 61: 75–86.

    Article  CAS  Google Scholar 

  16. Engel LS, Seixas NS, Keifer MC, Longstreth WT, Checkoway H . Validity study of self-reported pesticide exposure among orchardists. J Expo Anal Environ Epidemiol 2001; 11: 359–368.

    Article  CAS  Google Scholar 

  17. Hoppin JA, Tolbert PE, Flagg EW, Blair A, Zahm SH . Use of a life events calendar approach to elicit occupational history from farmers. Am J Ind Med 1998; 34: 470–476.

    Article  CAS  Google Scholar 

  18. Blair A, Tarone R, Sandler D, Lynch CF, Rowland A, Wintersteen W et al. Reliability of reporting on life-style and agricultural factors by a sample of participants in the Agricultural Health Study from Iowa. Epidemiol Camb Mass 2002; 13: 94–99.

    Article  Google Scholar 

  19. Stewart PA, Prince JK, Colt JS, Ward MH . A method for assessing occupational pesticide exposures of farmworkers. Am J Ind Med 2001; 40: 561–570.

    Article  CAS  Google Scholar 

  20. Ihrig MM, Shalat SL, Baynes C . A hospital-based case-control study of stillbirths and environmental exposure to arsenic using an atmospheric dispersion model linked to a geographical information system. Epidemiol Camb Mass 1998; 9: 290–294.

    Article  CAS  Google Scholar 

  21. Brody JG, Vorhees DJ, Melly SJ, Swedis SR, Drivas PJ, Rudel RA . Using GIS and historical records to reconstruct residential exposure to large-scale pesticide application. J Expo Anal Environ Epidemiol 2002; 12: 64–80.

    Article  Google Scholar 

  22. Kamińska IA, Ołdak A, Turski WA . Geographical Information System (GIS) as a tool for monitoring and analysing pesticide pollution and its impact on public health. Ann Agric Environ Med 2004; 11: 181–184.

    PubMed  Google Scholar 

  23. Carles C, Bouvier G, Lebailly P, Baldi I . Use of job-exposure matrices to estimate occupational exposure to pesticides: a review. J Expo Sci Environ Epidemiol 2016.

  24. Nomenclature des Professions et Catégories Socioprofessionnellles PCS. 2e édition, 1994. INSEE: République Française.

  25. Insee - Définitions, méthodes et qualité - Nomenclature d’activités française 1993 [Internet]. [cited 1 June 2016]. Available from http://www.insee.fr/fr/methodes/default.asp?page=nomenclatures/naf1993/naf1993.htm.

  26. Règlement (CE) no 1107/2009 du Parlement européen et du Conseil du 21 octobre 2009 concernant la mise sur le marché des produits phytopharmaceutiques et abrogeant les directives 79/117/CEE et 91/414/CEE du Conseil.

  27. Règlement (UE) n ° 528/2012 du Parlement européen et du Conseil du 22 mai 2012 concernant la mise à disposition sur le marché et l’utilisation des produits biocides Texte présentant de l’intérêt pour l’EEE JO L 167 du 27.6.2012, p. 1–123.

  28. Directive 2004/27/CE du Parlement européen et du Conseil du 31 mars 2004 modifiant la directive 2001/83/CE instituant un code communautaire relatif aux médicaments à usage humain (Texte présentant de l’intérêt pour l’EEE).

  29. Règlement (UE) n ° 1235/2010 du Parlement européen et du Conseil du 15 décembre 2010 modifiant, en ce qui concerne la pharmacovigilance des médicaments à usage humain, le règlement (CE) n ° 726/2004 établissant des procédures communautaires pour l’autorisation et la surveillance en ce qui concerne les médicaments à usage humain et à usage vétérinaire, et instituant une Agence européenne des médicaments, et le règlement (CE) n ° 1394/2007 concernant les médicaments de thérapie innovante Texte présentant de l’intérêt pour l’EEE JO L 348 du 31.12.2010, p. 1–16.

  30. Coureau G, Bouvier G, Lebailly P, Fabbro-Peray P, Gruber A, Leffondre K et al. Mobile phone use and brain tumours in the CERENAT case-control study. Occup Environ Med 2014; 71: 514–522.

    Article  Google Scholar 

  31. Baldi I, Lebailly P, Rondeau V, Bouchart V, Blanc-Lapierre A, Bouvier G et al. Levels and determinants of pesticide exposure in operators involved in treatment of vineyards: results of the PESTEXPO Study. J Expo Sci Environ Epidemiol 2012; 22: 593–600.

    Article  Google Scholar 

  32. Vasama-Neuvonen K, Pukkala E, Paakkulainen H, Mutanen P, Weiderpass E, Boffetta P et al. Ovarian cancer and occupational exposures in Finland. Am J Ind Med 1999; 36: 83–89.

    Article  CAS  Google Scholar 

  33. Weiderpass E, Pukkala E, Kauppinen T, Mutanen P, Paakkulainen H, Vasama-Neuvonen K et al. Breast cancer and occupational exposures in women in Finland. Am J Ind Med 1999; 36: 48–53.

    Article  CAS  Google Scholar 

  34. Santibañez M, Vioque J, Alguacil J, Barber X, García de la Hera M, Kauppinen T . Occupational exposures and risk of oesophageal cancer by histological type: a case-control study in eastern Spain. Occup Environ Med 2008; 65: 774–781.

    Article  Google Scholar 

Download references

Acknowledgements

The study was supported by a grant from the Agence Nationale de Sécurité Sanitaire de l’alimentation de l’environnement et du travail (ANSES) (Project EST-13-164).

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Correspondence to Camille Carles.

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Carles, C., Bouvier, G., Esquirol, Y. et al. Occupational exposure to pesticides: development of a job-exposure matrix for use in population-based studies (PESTIPOP). J Expo Sci Environ Epidemiol 28, 281–288 (2018). https://doi.org/10.1038/jes.2017.26

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